CyberMax: open datasets & AI-agent tool demos
Collection
Free open datasets from SEC, Census, BLS, CISA, ClinicalTrials.gov and Common Crawl, plus live demos of CyberMax AI-agent data tools. • 45 items • Updated
Datasets:
probed_at stringdate 2026-09-24 11:38:12 2026-09-24 11:38:12 | name stringlengths 10 132 | namespace stringlengths 4 78 | title stringlengths 0 99 | description stringlengths 2 100 | version stringclasses 937
values | repository_url stringlengths 0 88 | transport stringclasses 2
values | remote_url stringlengths 16 2.88k | host stringlengths 4 84 | declares_auth_header bool 2
classes | status stringclasses 5
values | http_status int32 200 530 ⌀ | latency_ms int32 47 11.2k ⌀ | tools_latency_ms int32 46 8.9k ⌀ | protocol_version stringclasses 6
values | server_name stringlengths 0 115 ⌀ | server_version stringclasses 676
values | has_tools bool 2
classes | has_resources bool 2
classes | has_prompts bool 2
classes | tool_count int32 0 1.38k ⌀ | tools_all_valid bool 2
classes | tools_described int32 0 1.38k ⌀ | has_more_tools bool 2
classes | tool_names stringlengths 0 6.09k ⌀ | tools_error stringclasses 53
values | error stringclasses 63
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026-09-24T11:38:12Z | ac.inference.sh/mcp | ac.inference.sh | inference.sh | run any ai model. compose agents, stack knowledge, connect tools. one api, pay per run. | 2.0.1 | streamable-http | https://api.inference.sh/mcp | api.inference.sh | false | auth_required | 401 | 1,913 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ac.snag/snag | ac.snag | Gives your coding agent the captured console, network, replay and screenshot evidence for a bug. | 1.0.0 | streamable-http | https://mcp.snag.ac/mcp | mcp.snag.ac | false | auth_required | 401 | 1,454 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ac.tandem/docs-mcp | ac.tandem | Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help. | 0.3.2 | https://github.com/frumu-ai/tandem | streamable-http | https://tandem.ac/mcp | tandem.ac | false | up | 200 | 1,752 | 259 | 2025-06-18 | ac.tandem/docs-mcp | 0.3.2 | true | true | true | 13 | true | 13 | false | search_docs;get_doc;get_start_path;recommend_next_docs;answer_how_to;get_tandem_guide;warmup_docs_cache;get_docs_cache_status;refresh_docs_index;refresh_doc_page;invalidate_docs_cache;compare_docs_index_refresh;compare_doc_page_refresh | null | null | |
2026-09-24T11:38:12Z | ad.inside/inside-ads | ad.inside | Inside Ads | Telegram ad exchange: estimate reach and cost with no account, then create and run campaigns. | 1.0.0 | streamable-http | https://app.inside.ad/api/mcp | app.inside.ad | false | up | 200 | 1,707 | 153 | 2025-06-18 | inside-ads | 1.0.0 | true | false | false | 3 | true | 3 | false | estimate_campaign;create_campaign_draft;get_draft_status | null | null | |
2026-09-24T11:38:12Z | ae.propick/propick | ae.propick | Propick Integration MCP | Manage your real-estate stock on Propick (Dubai): bulk listing sync, lookups and run reports. | 1.0.0 | streamable-http | https://propick.ae/mcp | propick.ae | true | auth_required | 401 | 1,422 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ag.hood/name-service | ag.hood | hood. — .hood name service | Resolve .hood names on Robinhood Chain — forward/reverse, text records, availability & pricing. | 0.1.0 | streamable-http | https://www.hood.ag/api/mcp | www.hood.ag | false | up | 200 | 1,070 | 158 | 2025-06-18 | hood | 0.1.0 | true | false | false | 5 | true | 5 | false | resolve_name;reverse_resolve;resolve_text;check_availability;name_info | null | null | |
2026-09-24T11:38:12Z | agency.goji/goji | agency.goji | Answers on AEO, SEO, web and brand from GOJI's published material. Melbourne, Australia. | 1.0.1 | https://github.com/goji-agency/goji-mcp | streamable-http | https://mcp.goji.agency/mcp | mcp.goji.agency | false | up | 200 | 1,608 | 144 | 2025-06-18 | goji | 1.0.1 | true | true | false | 9 | true | 9 | false | goji_search;goji_explain_term;goji_browse_glossary;goji_get_service;goji_answer_faq;goji_guide_contents;goji_read_guide_chapter;goji_read_guide;goji_start_enquiry | null | null | |
2026-09-24T11:38:12Z | agency.lona/trading | agency.lona | AI-powered trading strategy development: backtesting, market data, and portfolio analysis | 2.0.0 | https://github.com/mindsightventures/lona | streamable-http | https://mcp.lona.agency/mcp | mcp.lona.agency | false | auth_required | 401 | 1,761 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | agency.ottobot/business-contact-finder | agency.ottobot | Business Contact Finder | Check how to contact a business website, and whether that contact path actually works. | 0.2.0 | https://github.com/modelcontextprotocol/registry | streamable-http | https://business-contact-finder-mcp.ottobot2025.workers.dev/mcp | business-contact-finder-mcp.ottobot2025.workers.dev | false | up | 200 | 1,148 | 93 | 2025-06-18 | business-contact-finder | 0.2.0 | true | false | false | 1 | true | 1 | false | check_contact_path | null | null |
2026-09-24T11:38:12Z | agency.ottobot/contractor-license-changes | agency.ottobot | Contractor Licence Changes | Did this contractor's licence change? Observed lapses and reinstatements, not a snapshot. | 0.1.3 | https://github.com/modelcontextprotocol/registry | streamable-http | https://license-changes-mcp.ottobot2025.workers.dev/mcp | license-changes-mcp.ottobot2025.workers.dev | false | up | 200 | 1,022 | 114 | 2025-06-18 | license-changes | 0.1.3 | true | false | false | 2 | true | 2 | false | check_license_history;recent_license_changes | null | null |
2026-09-24T11:38:12Z | agency.thebureauoflostcontext/bureau-public | agency.thebureauoflostcontext | Bureau public reader | Bureau-operated public read-only MCP service for public Context Packets and Cases. | 3.0.0 | streamable-http | https://thebureauoflostcontext.agency/mcp | thebureauoflostcontext.agency | false | error | 400 | 1,320 | null | null | null | null | null | null | null | null | null | null | null | null | null | HTTP 400 on initialize | |
2026-09-24T11:38:12Z | ai.1325/mcp | ai.1325 | 1325.AI | Verified directory of 47,000+ Black-owned U.S. businesses. Search, profiles, maps, rewards. | 0.1.3 | https://github.com/1325ai/1325ai | streamable-http | https://agoclnqfyinwjxdmjnns.supabase.co/functions/v1/mcp | agoclnqfyinwjxdmjnns.supabase.co | false | auth_required | 401 | 2,377 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.aard/aard | ai.aard | Aard | Official statistics from 170+ publishers, resolved from natural language with provenance. | 0.1.0 | streamable-http | https://api.aard.ai/mcp | api.aard.ai | false | auth_required | 401 | 1,346 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.aarna/atars-mcp | ai.aarna | aTars MCP | Crypto market signals, technical indicators, and sentiment analysis for AI agents. | 0.1.0 | streamable-http | https://mcp.aarna.ai/mcp | mcp.aarna.ai | false | down | 502 | 1,050 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.abmeter/abmeter | ai.abmeter | ABMeter | Run A/B experiments through your AI assistant. SDKs for Ruby, Python, JS, Node, React Native, Go. | 0.2.0 | https://github.com/abmeter/abmeter | streamable-http | https://mcp.abmeter.ai | mcp.abmeter.ai | false | auth_required | 401 | 1,798 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.actwise/ideation | ai.actwise | Actwise Ideation helps founders benchmark startup and product ideas before they build. | 1.0.0 | streamable-http | https://actwise.ai/ideation/mcp/v1 | actwise.ai | false | auth_required | 401 | 1,481 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.adadvisor/mcp-server | ai.adadvisor | AdAdvisor MCP Server | Query Meta Ads performance data — accounts, campaigns, ad sets, ads, metrics & settings. | 1.0.1 | streamable-http | https://api.adadvisor.ai/mcp | api.adadvisor.ai | true | auth_required | 401 | 1,043 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.adako/ads | ai.adako | Adako: ad ops for AI assistants | Google, Meta, ChatGPT, TikTok and LinkedIn Ads for AI assistants. Every change needs your approval. | 0.3.1 | https://github.com/ruslan2027/adako-mcp | streamable-http | https://adako.ai/mcp | adako.ai | false | auth_required | 401 | 1,529 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.adoraads/beauty | ai.adoraads | AI-native beauty ads, sponsored product discovery, and brand recommendations. | 1.0.1 | https://github.com/DIGIBIZ360-COM/adoraads | streamable-http | https://mcp.adoraads.ai/beauty | mcp.adoraads.ai | false | up | 200 | 1,322 | 154 | 2024-11-05 | adoraads-beauty-gateway | 1.0.0 | true | false | false | 6 | true | 6 | false | sponsored_search;brand_spotlight;routine_builder;skin_match;fire_billing_event;get_shopper_prefs | null | null | |
2026-09-24T11:38:12Z | ai.adplane/google-ads | ai.adplane | Google Ads reporting and campaign management. Everything it creates starts paused. | 1.29.1 | streamable-http | https://mcp.adplane.ai | mcp.adplane.ai | false | auth_required | 401 | 754 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.adramp/google-ads | ai.adramp | Google Ads MCP server — manage campaigns, keywords, and metrics. | 1.0.3 | streamable-http | https://mcp.adramp.ai | mcp.adramp.ai | false | auth_required | 401 | 1,058 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.adsap/adsap | ai.adsap | Adsap | Launch and manage Meta and Google Ads from your AI assistant. You approve every change first. | 0.73.0 | streamable-http | https://mcp.adsap.ai/mcp | mcp.adsap.ai | false | auth_required | 401 | 1,254 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.adside/adside | ai.adside | AI agents that manage paid ads on Meta, LinkedIn, and Google Ads from any MCP client. | 1.0.0 | streamable-http | https://api.adside.ai/mcp | api.adside.ai | true | auth_required | 401 | 1,749 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.advisorsai/service-navigator | ai.advisorsai | Advisors AI — Route a Store Need to a Service | Describe a store's problem: get the matching service, its fixed price, and a request link. | 1.1.0 | streamable-http | https://advisorsai.ai/mcp | advisorsai.ai | false | up | 200 | 1,328 | 398 | 2025-06-18 | advisors-ai-service-navigator | 2026-08-21.5 | true | true | true | 5 | true | 5 | false | advisors_catalog_list_services;advisors_catalog_get_service;advisors_catalog_match_service;advisors_site_check_basics;advisors_order_prepare_link | null | null | |
2026-09-24T11:38:12Z | ai.advisorsai/store-readiness | ai.advisorsai | One-Page Readiness Check — 10 Signals, Arabic or English | Ten machine-readable signals on one public page: the top miss if any, and a receipt we re-verify. | 1.0.6 | streamable-http | https://advisorsai.ai/store-readiness-mcp | advisorsai.ai | false | up | 200 | 1,332 | 278 | 2025-06-18 | advisors-ai-store-readiness | 2026-08-24.1 | true | true | true | 1 | true | 1 | false | advisors_store_readiness_check | null | null | |
2026-09-24T11:38:12Z | ai.adweave/meta-ads-mcp | ai.adweave | AdWeave — Meta Ads MCP Server | Meta Ads MCP server with 47 tools for campaigns, creatives, audiences, and insights. | 1.0.0 | streamable-http | https://mcp.adweave.ai/meta-ads-mcp | mcp.adweave.ai | true | auth_required | 401 | 1,179 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.aeviamodeler/aevia | ai.aeviamodeler | Aevia | AI-powered life cycle assessment and modelling: connect to LCA databases, build and analyze systems | 1.0.0 | streamable-http | https://app.aeviamodeler.ai/api/v1/connector/mcp | app.aeviamodeler.ai | false | auth_required | 401 | 1,567 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.afmr/discovery | ai.afmr | AFMR Discovery | Read AFMR failure modes and discover scoped attestation and lift-evidence contracts. | 1.0.1 | streamable-http | https://afmr.ai/mcp | afmr.ai | false | up | 200 | 1,358 | 88 | 2025-06-18 | ai.afmr/discovery | 1.0.0 | true | true | false | 4 | true | 4 | false | discover_afmr;lookup_failure_mode;get_reputation_attestation_contract;get_lift_evidence_contract | null | null | |
2026-09-24T11:38:12Z | ai.agentberg/agentberg | ai.agentberg | Agent-to-agent trading intelligence exchange. Publish findings, vote on quality, earn reputation. | 0.2.0 | https://github.com/Agentberg/agentberg | streamable-http | https://agentberg.ai/mcp | agentberg.ai | false | up | 200 | 1,237 | 273 | 2025-06-18 | agentberg | 1.30.0 | true | false | false | 11 | true | 11 | false | publish_finding;add_trade;query_findings;vote;submit_trade;get_skills;get_skill;query_network_brief;get_agent_status;get_ticker_brief;get_consensus_alerts | null | null | |
2026-09-24T11:38:12Z | ai.agentdm/agentdm | ai.agentdm | AgentDM: Agent to Agent Communication Platform | Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills. | 2.0.0 | https://github.com/agentdmai/agentdm | streamable-http | https://api.agentdm.ai/mcp/v1/grid | api.agentdm.ai | true | auth_required | 401 | 1,046 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.agentgates/mcp | ai.agentgates | Confidential compute and inference sold to agents over x402 USDC, plus an agent wallet over MCP. | 1.0.0 | streamable-http | https://agentgates.ai/mcp | agentgates.ai | false | auth_required | 401 | 884 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.agentic-news/mcp | ai.agentic-news | Agentic News | AI-powered news intelligence — 21 tools for personalized monitoring, briefings, and semantic search | 1.0.0 | https://github.com/u00dxk2/agentic-news | streamable-http | https://api.agentic-news.ai/mcp | api.agentic-news.ai | false | auth_required | 401 | 1,611 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.agenticaffiliate/affiliate-networks-mcp | ai.agenticaffiliate | Affiliate Networks MCP | Affiliate network reporting in your AI client. Bring your own keys. Most adapters experimental. | 0.19.0 | https://github.com/bobberrisford/affiliatemcp | streamable-http | https://mcp.agenticaffiliate.ai/mcp | mcp.agenticaffiliate.ai | false | auth_required | 401 | 3,031 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.agenticbooks/books | ai.agenticbooks | AgenticBooks | Startup books from live bank and billing feeds: P&L, balances, approvals, period close. | 0.1.0 | https://github.com/AgenticBooks/agenticbooks | streamable-http | https://mcp.agenticbooks.ai/mcp | mcp.agenticbooks.ai | false | auth_required | 401 | 1,253 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.agenticfabricationnetwork/ufp | ai.agenticfabricationnetwork | Agentic Fabrication Network (AFN) | Turn designs into shipped parts: quote 3D printing, CNC, and decals, then check out. | 0.1.1 | streamable-http | https://agenticfabricationnetwork.ai/mcp | agenticfabricationnetwork.ai | false | up | 200 | 1,818 | 336 | 2025-06-18 | ufp | 0.1.0 | true | true | false | 13 | true | 13 | false | get_fabrication_quote;refine_quote;preview_quote;poll_quote;finalize_quote;create_checkout;get_order_status;list_orders;reply_to_maker;leave_review;get_material_guide;get_network_capabilities;get_shop_gauges | null | null | |
2026-09-24T11:38:12Z | ai.agenticshelf/graffeo | ai.agenticshelf | Graffeo Coffee Roasting | Live MCP catalog for Graffeo Coffee Roasting - Simply the World's Finest Coffee since 1935. | 1.0.2 | streamable-http | https://api.agenticshelf.ai/m/graffeo/mcp | api.agenticshelf.ai | false | down | 503 | 1,057 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.agenticshelf/mcp | ai.agenticshelf | Agentic Shelf | Hosted MCP for e-commerce: live product catalog, stock, and pricing for AI agents. | 1.0.0 | https://github.com/vboykoCTO/agentic-shelf | streamable-http | https://api.agenticshelf.ai/mcp | api.agenticshelf.ai | false | down | 503 | 1,174 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.agenticshelf/puroair | ai.agenticshelf | PuroAir | Breathe with Confidence. Live MCP catalog for PuroAir HEPA air purifiers - stock, pricing, details. | 1.0.1 | streamable-http | https://api.agenticshelf.ai/m/puroair/mcp | api.agenticshelf.ai | false | down | 503 | 1,172 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.agenticterminal/directory | ai.agenticterminal | Agentic Terminal Directory | Verified merchants accepting agentic payments on Lightning/L402/BOLT12/USDT — search, verify, pay. | 1.0.0 | https://github.com/observer-protocol/at-directory | streamable-http | https://mcp.agenticterminal.ai/mcp | mcp.agenticterminal.ai | false | up | 200 | 1,132 | 102 | 2025-06-18 | at-directory | 0.0.1 | true | false | false | 6 | true | 6 | false | search_merchants;get_merchant;verify_payment_endpoint;list_categories;list_rails;whoami | null | null |
2026-09-24T11:38:12Z | ai.agentlookups/counterscript | ai.agentlookups | CounterScript - Drug Price Benchmarks | Free US drug-price benchmarks from federal data (CMS NADAC): a benchmark, not a price anyone owes. | 1.0.1 | streamable-http | https://rx.agentlookups.ai/mcp | rx.agentlookups.ai | false | up | 200 | 868 | 159 | 2025-06-18 | counterscript | 0.1 | true | false | false | 1 | true | 1 | false | drug_price | null | null | |
2026-09-24T11:38:12Z | ai.agentlookups/greenlight | ai.agentlookups | GreenLight - Plug-in Solar Law Registry | US plug-in solar (balcony solar) law registry with a daily UL 3700 certification watch. | 1.0.0 | streamable-http | https://solar.agentlookups.ai/mcp | solar.agentlookups.ai | false | up | 200 | 1,341 | 123 | 2025-06-18 | greenlight | 0.1 | true | false | false | 2 | true | 2 | false | solar_states;solar_law | null | null | |
2026-09-24T11:38:12Z | ai.agentlookups/groundtruth | ai.agentlookups | GroundTruth - Environmental Records | Federal environmental records near any US location, with dates and provenance; never a safety score. | 1.0.1 | streamable-http | https://env.agentlookups.ai/mcp | env.agentlookups.ai | false | up | 200 | 768 | 107 | 2025-06-18 | groundtruth | 0.1 | true | false | false | 3 | true | 3 | false | environment_near;drinking_water;due_diligence | null | null | |
2026-09-24T11:38:12Z | ai.agentlookups/overassessed | ai.agentlookups | Maryland property-assessment fairness checks vs similar homes, with appeal windows and links. | 1.0.0 | streamable-http | https://overassessed.agentlookups.ai/mcp | overassessed.agentlookups.ai | false | up | 200 | 1,017 | 274 | 2025-06-18 | overassessed | 0.1 | true | false | false | 1 | true | 1 | false | check_assessment | null | null | ||
2026-09-24T11:38:12Z | ai.agentlookups/plumbline | ai.agentlookups | Plumbline - Contractor License Checks | Free contractor-license checks from official state records; a no-match never proves unlicensed. | 1.0.1 | streamable-http | https://contractors.agentlookups.ai/mcp | contractors.agentlookups.ai | false | up | 200 | 1,216 | 207 | 2025-06-18 | plumbline | 0.1 | true | false | false | 1 | true | 1 | false | check_contractor | null | null | |
2026-09-24T11:38:12Z | ai.agentmesh/mesh | ai.agentmesh | AgentMesh | Be an agent on the AgentMesh network: find agents, hire them, be hired, and read your mesh inbox. | 1.0.0 | streamable-http | https://api.agentmesh.ai/v1/mcp | api.agentmesh.ai | true | auth_required | 401 | 1,100 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.agentrapay/agentra | ai.agentrapay | Identity oracle and trust layer for autonomous AI agents. Bidirectional KYA and trust scoring. | 1.0.0 | sse | https://api.agentrapay.ai/mcp | api.agentrapay.ai | false | error | 405 | 1,144 | null | null | null | null | null | null | null | null | null | null | null | null | null | HTTP 405 | ||
2026-09-24T11:38:12Z | ai.agentroam/agentroam | ai.agentroam | AgentRoam | Buy travel eSIMs, gift cards and mobile top-ups with crypto — user confirms before any order. | 1.0.0 | https://github.com/adiny/nomad-crypto-travel | streamable-http | https://agentroam.ai/api/mcp | agentroam.ai | false | up | 200 | 1,178 | 129 | 2025-06-18 | agentroam | 0.2.0 | true | true | false | 11 | true | 11 | false | search_products;get_price;validate_order;create_order;list_esim_plans;get_order_status;list_brands;list_products;get_currencies;get_payment_methods;purchase_wizard | null | null |
2026-09-24T11:38:12Z | ai.agentxray/mcp | ai.agentxray | Amazon Seller Central & Ads MCP | Amazon Seller Central and Ads inside Claude or ChatGPT. Real fees from your own settlements. | 1.1.0 | streamable-http | https://agentxray.ai/api/mcp | agentxray.ai | false | up | 200 | 1,548 | 518 | 2025-06-18 | agentxray | 1.0.0 | true | false | true | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.aginera/preconstruction | ai.aginera | Aginera | Turn construction drawings into takeoffs, measured routes, schedules and estimates. | 1.0.0 | streamable-http | https://mcp.aginera.ai/mcp | mcp.aginera.ai | false | auth_required | 401 | 1,328 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.ai-advisors/mcp | ai.ai-advisors | AI-Advisors | Read-only AI search visibility data: citations, AEO audits, and advisor insights from AI-Advisors. | 1.0.0 | streamable-http | https://app.ai-advisors.ai/api/mcp | app.ai-advisors.ai | true | auth_required | 401 | 1,431 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.ai-akari/agent-trust-receipt | ai.ai-akari | AIﾉアカリ☆ Agent Trust Receipt | Read-only Remote MCP for externally grounded AI agent trust receipts. | 1.1.0 | https://github.com/AInoAKARI/AInoAKARI | streamable-http | https://ai-akari.ai/mcp-trust | ai-akari.ai | false | up | 200 | 1,298 | 137 | 2025-06-18 | ai-akari-agent-trust-receipt | 2026.08.06.3 | true | true | false | 2 | true | 2 | false | get_agent_trust_receipt;audit_result_claim_x402 | null | null |
2026-09-24T11:38:12Z | ai.ai-akari/one-minute-akari | ai.ai-akari | AIﾉアカリ☆ One-Minute Akari | A free one-minute reset for people, delivered by AI, with no account or personal data. | 1.0.3 | https://github.com/AInoAKARI/arigatou-kawaii-lp | streamable-http | https://ai-akari.ai/mcp | ai-akari.ai | false | down | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ReadTimeout |
2026-09-24T11:38:12Z | ai.ai-portal/ai-portal | ai.ai-portal | AI-Portal Enterprise GenAI Briefing | Live AI data for agents: model releases, regulations (EU AI Act), GenAI glossary, daily news. | 1.0.1 | streamable-http | https://www.ai-portal.ai/mcp | www.ai-portal.ai | false | up | 200 | 1,432 | 183 | 2025-06-18 | ai-portal | 1.0.0 | true | false | false | 4 | true | 4 | false | list_releases;list_regulations;search_glossary;get_latest_news | null | null | |
2026-09-24T11:38:12Z | ai.aidoo/aidoo | ai.aidoo | Aidoo for Odoo | Query and update your Odoo ERP in plain language, under your own Odoo access rules. | 1.0.0 | https://github.com/eantoniomota/aidoo-mcp | streamable-http | https://mcp.aidoo.ai/mcp | mcp.aidoo.ai | false | auth_required | 401 | 1,415 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.aient/mcp | ai.aient | MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR. | 0.1.0 | https://github.com/haf/glimt | streamable-http | https://aient.ai/mcp | aient.ai | false | up | 200 | 1,449 | 218 | 2025-06-18 | aient-mcp-signup | 0.1.0 | true | true | true | 2 | true | 2 | false | signup;verify_email | null | null | |
2026-09-24T11:38:12Z | ai.airshelf/catalog | ai.airshelf | AirShelf Catalog | Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote. | 1.0.0 | streamable-http | https://mcp.airshelf.ai/mcp | mcp.airshelf.ai | false | up | 200 | 1,315 | 480 | 2025-06-18 | AirShelf | 1.0.0 | true | true | false | 8 | true | 8 | false | search_catalog;find_products;research_shopping;get_product;compare_products;explain_product;list_merchants;request_quote | null | null | |
2026-09-24T11:38:12Z | ai.aislabs/cve | ai.aislabs | AIS CVE Priorities — daily exploit-ranked patch list for AI agents | Daily CVE priorities ranked by real exploitation (KEV+EPSS) for AI agents; free teaser, paid full | 0.1.0 | streamable-http | https://api.aislabs.ai/cve/mcp | api.aislabs.ai | false | up | 200 | 792 | 65 | 2025-06-18 | ais-cve | 0.1.0 | true | false | false | 4 | true | 4 | false | brief_teaser;top_cves_today;kev_fresh;cve_verdict | null | null | |
2026-09-24T11:38:12Z | ai.aislabs/gateway | ai.aislabs | AIS Gateway — the campus front desk for AIS MCP buildings | Front desk for the AIS MCP campus: lists our buildings (CVE, Flight Recorder), prices, how to pay | 0.5.1 | streamable-http | https://api.aislabs.ai/mcp | api.aislabs.ai | false | up | 200 | 1,485 | 130 | 2025-06-18 | ais-gateway | 0.5.1 | true | false | false | 3 | true | 3 | false | list_buildings;how_to_pay;about_aislabs | null | null | |
2026-09-24T11:38:12Z | ai.aislabs/recorder | ai.aislabs | AIS Agent Flight Recorder — dead-man alerts & resume for AI agents | Dead-man switch for AI agents & cron jobs: heartbeat with state capsule, alerts + resume links | 0.1.0 | streamable-http | https://api.aislabs.ai/recorder/mcp | api.aislabs.ai | false | up | 200 | 1,194 | 71 | 2025-06-18 | ais-recorder | 0.1.0 | true | false | false | 5 | true | 5 | false | register_monitor;heartbeat;fetch_capsule;fleet_status;delete_monitor | null | null | |
2026-09-24T11:38:12Z | ai.aivonic/mcp | ai.aivonic | Do business with Aivonic: pricing, products, check availability, book a demo, request a quote. | 1.0.0 | streamable-http | https://mcp.aivonic.ai | mcp.aivonic.ai | false | up | 200 | 1,807 | 195 | 2025-06-18 | Aivonic | 1.29.0 | true | true | true | 5 | true | 5 | false | get_pricing;get_products;check_availability;book_demo;request_quote | null | null | ||
2026-09-24T11:38:12Z | ai.akkrudata/akkrudata | ai.akkrudata | AkkruData | SEC filings, financial statements, metrics, insider and institutional holdings as structured data | 1.0.0 | streamable-http | https://api.akkrudata.ai/mcp | api.akkrudata.ai | false | auth_required | 401 | 1,355 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.alphacreek/alphacreek-mcp | ai.alphacreek | AlphaCreek SEC Filings MCP | Access SEC filings efficiently (10-K, 10-Q, etc), save time and tokens, and get cited answers. | 1.0.1 | streamable-http | https://mcp.alphacreek.ai/mcp | mcp.alphacreek.ai | true | up | 200 | 1,627 | 374 | 2025-03-26 | alphacreek-mcp | 1.1.0 | true | false | false | 5 | true | 5 | false | get_latest_filing;list_filings;get_filing_toc;read_node_content;search_sec_event_filings | null | null | |
2026-09-24T11:38:12Z | ai.alpic.alpix/Alpix | ai.alpic.alpix | AlpiX | A pixel wars MCP server: ask your agent to collaboratively draw pixels in a huge square | 0.0.1 | streamable-http | https://alpix.alpic.ai | alpix.alpic.ai | false | up | 200 | 1,102 | 239 | 2025-06-18 | gpt-war | 0.0.1 | true | true | false | 3 | true | 3 | false | canvas;stamp-grid;get-leaderboard | null | null | |
2026-09-24T11:38:12Z | ai.alpic.mcp/alpic-mcp | ai.alpic.mcp | Alpic | Manage your projects, debug deployments, and check analytics for any MCP server you host with Alpic. | 0.0.2 | streamable-http | https://mcp.alpic.ai | mcp.alpic.ai | false | auth_required | 401 | 898 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.alpic.test/test-mcp-server | ai.alpic.test | Alpic Test MCP Server - great server! | 0.0.1 | streamable-http | https://test.alpic.ai/ | test.alpic.ai | false | down | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | unreachable (DNS or connect failure) | ||
2026-09-24T11:38:12Z | ai.ambix/ambix | ai.ambix | Ambix | Your product team's shared strategic memory — an MCP server your AI tools reason over. | 0.1.0 | https://github.com/ambix-ai/mcp | streamable-http | https://mcp.ambix.ai | mcp.ambix.ai | false | auth_required | 401 | 1,336 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.analyticslegends/sap-analytics | ai.analyticslegends | Analytics Legends — SAP Analytics Intelligence | AI agent for SAP analytics: firms, day rates, contract radar, news, concepts, studies | 1.0.6 | https://github.com/analyticslegends/analytics-legends-mcp | streamable-http | https://analyticslegends.ai/mcp | analyticslegends.ai | false | up | 200 | 1,324 | 211 | 2025-06-18 | analytics-legends | 1.0.6 | true | true | true | 20 | true | 20 | false | search_firms;count_firms_by;get_firm;list_firm_kinds;list_freelance_platforms;find_opportunities;search_news;search_concepts;get_concept;list_studies;get_day_rate_benchmark;list_sap_modules;find_academy_modules;query_knowledge_graph;get_concept_card;get_study;get_academy_module;find_sap_clients;get_sap_client_profile;g... | null | null |
2026-09-24T11:38:12Z | ai.anha/resolver | ai.anha | Resolve @handles to post-quantum-signed agent identities and transact with the brands behind them. | 0.1.0 | streamable-http | https://resolver.anha.ai/mcp | resolver.anha.ai | false | auth_required | 401 | 1,191 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.anomalyarmor/armor-mcp | ai.anomalyarmor | AnomalyArmor | Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality. | 0.6.1 | https://github.com/anomalyarmor/agents | streamable-http | https://mcp.anomalyarmor.ai/mcp | mcp.anomalyarmor.ai | false | auth_required | 401 | 1,303 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.anzenna/anzenna | ai.anzenna | MCP server for Anzenna | 0.1 | sse | https://mcp.anzenna.ai/sse | mcp.anzenna.ai | false | auth_required | 401 | 1,214 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.apatero/studio | ai.apatero | Apatero Studio | AI image and video generation, talking avatars, consistent characters and photo packs from Claude. | 0.2.0 | streamable-http | https://mcp.apatero.ai/mcp | mcp.apatero.ai | false | auth_required | 401 | 1,452 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.appdeploy/deploy-app | ai.appdeploy | AppDeploy | AppDeploy turns app ideas described in AI chat into live full-stack web applications | 2.6.13 | streamable-http | https://api-v2.appdeploy.ai/mcp | api-v2.appdeploy.ai | false | auth_required | 401 | 964 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.aqta/seal | ai.aqta | Verify Seal AI decision receipts: signed evidence anyone can check, no account needed. | 1.0.0 | streamable-http | https://app.aqta.ai/api/mcp | app.aqta.ai | false | down | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | TLS error | ||
2026-09-24T11:38:12Z | ai.arclan/registry | ai.arclan | Arclan MCP Registry | MCP registry: 138k servers crawled, handshake-validated, reliability-scored. 744 production-safe. | 0.2.0 | streamable-http | https://arclan.ai/mcp | arclan.ai | false | up | 200 | 1,503 | 268 | 2024-11-05 | arclan-registry | 0.1.0 | true | false | false | 4 | true | 4 | false | query_registry;get_server;recommend_server;report_server | null | null | |
2026-09-24T11:38:12Z | ai.argushq/enforcement-database | ai.argushq | Search Argus HQ public FDA enforcement data: warning letters, recalls, approvals, 483s. | 1.0.0 | https://github.com/andrewjgaber-commits/empire-distribution | streamable-http | https://argushq.ai/api/mcp | argushq.ai | false | up | 200 | 1,915 | 234 | 2025-06-18 | mcp-typescript server on vercel | 0.1.0 | true | false | false | 5 | true | 5 | false | search_enforcement;get_company_history;get_recall_by_lot;get_warning_letter;list_recent_actions | null | null | |
2026-09-24T11:38:12Z | ai.arketo/arketo | ai.arketo | Arketo | Draw your app's architecture on a live canvas and flag the bottlenecks and security gaps. | 1.0.0 | streamable-http | https://arketo.ai/api/mcp | arketo.ai | true | auth_required | 401 | 752 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.arpi/arpi-mcp | ai.arpi | ARPI MCP | AI-powered ECG analysis: submit ECG images and receive diagnosis reports from ARPI's ECG AI. | 1.0.0 | https://github.com/arpi-ai/arpi-mcp | streamable-http | https://mcp.arpi.ai/mcp | mcp.arpi.ai | false | down | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | unreachable (DNS or connect failure) |
2026-09-24T11:38:12Z | ai.artidrop/artidrop | ai.artidrop | Publish HTML, Markdown, and multi-file sites as shareable URLs instantly via MCP. | 1.1.0 | streamable-http | https://artidrop.ai/mcp | artidrop.ai | false | up | 200 | 1,362 | 341 | 2025-06-18 | artidrop | 1.0.0 | true | false | false | 4 | true | 4 | false | publish;publish_site;get;versions | null | null | ||
2026-09-24T11:38:12Z | ai.askline/askline | ai.askline | Askline | Askline shows what ChatGPT says about a brand, then the SEO that feeds it. | 1.0.0 | streamable-http | https://askline.ai/mcp | askline.ai | false | auth_required | 401 | 1,576 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.askmiles/catalog | ai.askmiles | Miles' public credit-card catalog: facts, transfer partners, valuations. Keyless, read-only. | 1.0.0 | streamable-http | https://api.askmiles.ai/mcp | api.askmiles.ai | false | up | 200 | 1,543 | 357 | 2025-06-18 | askmiles-catalog | 1.0.0 | true | false | false | 5 | true | 5 | false | search_card_catalog;get_card_facts;compare_card_facts;find_transfer_routes;estimate_point_value | null | null | ||
2026-09-24T11:38:12Z | ai.askwatch/gsc | ai.askwatch | AskWatch Google Search Console MCP | Ask Google Search Console in plain language. Hosted, free, no Google Cloud project. | 1.0.0 | streamable-http | https://mcp.askwatch.ai/gsc | mcp.askwatch.ai | true | up | 200 | 1,872 | 161 | 2025-06-18 | askwatch-gsc | 1.0.0 | true | false | false | 11 | true | 11 | false | site_overview;top;changes;find_opportunities;find_cannibalization;page_queries;brand_split;query;list_sites;inspect_url;list_sitemaps | null | null | |
2026-09-24T11:38:12Z | ai.assetlog/assetlog | ai.assetlog | AssetLog | Search vehicles, real estate and jobs; manage your listings, alerts, enquiries and viewings. | 1.5.0 | streamable-http | https://api.assetlog.ai/mcp | api.assetlog.ai | false | auth_required | 401 | 1,483 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.astrofabric/mcp | ai.astrofabric | Agentic AI for business intelligence: discover, verify and enrich company and contact data. | 1.1.0 | streamable-http | https://www.astrofabric.ai/api/mcp | www.astrofabric.ai | false | auth_required | 401 | 1,165 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.atako/mcp | ai.atako | Atako | Remote MCP server to read and manage your Atako AI agents, messages, files, and integrations. | 0.1.0 | https://github.com/aiybiz/aiybiz-next | streamable-http | https://api.atako.ai/mcp | api.atako.ai | true | auth_required | 401 | 1,698 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.atdev/supershopping | ai.atdev | 나만을 위한 AI 쇼핑 MCP — 상품을 자연어로 검색·비교·추천해 사용자의 효과적인 쇼핑을 돕습니다. | 1.0.0 | https://github.com/alex-hoyeol-choi/headless-commerce | streamable-http | https://supershopping-mcp.atdev.ai/mcp | supershopping-mcp.atdev.ai | false | up | 200 | 1,509 | 287 | 2025-06-18 | supershopping | 3.4.2 | true | true | true | 8 | true | 8 | false | search_products;get_product_detail;get_product_image;compare_products;recommend_products;recommend_outfit;analyze_market;initiate_checkout | null | null | |
2026-09-24T11:38:12Z | ai.atlaso/mcp | ai.atlaso | AI memory layer — one shared, persistent memory across every AI tool you connect. | 1.0.1 | https://github.com/atlaso-labs/mcp | streamable-http | https://mcp.atlaso.ai/mcp | mcp.atlaso.ai | false | auth_required | 401 | 1,570 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.atlasverified/atlas-mcp | ai.atlasverified | AI-powered organic supply chain verification: certification, OFAC, FDA import checks. | 1.0.0 | streamable-http | https://api.atlasverified.ai/mcp | api.atlasverified.ai | false | auth_required | 401 | 956 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.atlier/project-desk | ai.atlier | Project Desk | Agent-updated work tracker for builders directing AI across multiple projects. | 4.7.0 | https://github.com/Wildsdesign/Atlier | streamable-http | https://atlier.ai/mcp | atlier.ai | false | auth_required | 401 | 1,577 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.audiopod/audiopod | ai.audiopod | AudioPod AI | Audio AI tools: text-to-speech, voice cloning, music generation, stem separation, transcription. | 2026.9.19 | https://github.com/AudiopodAI/audiopod-mcp | streamable-http | https://mcp.audiopod.ai | mcp.audiopod.ai | true | auth_required | 401 | 1,566 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.augenix/build | ai.augenix | Augenix | Free preview websites for local trades, then Stripe Checkout for $29/mo hosting. | 1.0.0 | streamable-http | https://app.augenix.ai/api/mcp/public | app.augenix.ai | false | up | 200 | 2,215 | 325 | 2025-06-18 | augenix-build | 1.2.0 | true | true | false | 3 | true | 3 | false | start_build;get_preview;get_live_site | null | null | |
2026-09-24T11:38:12Z | ai.augmentev/paseo | ai.augmentev | Confidential AI execution with a post-quantum receipt on every job — verifiable by anyone. | 0.1.1 | streamable-http | https://api.augmentev.ai/mcp | api.augmentev.ai | true | auth_required | 401 | 1,295 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ||
2026-09-24T11:38:12Z | ai.augworlds/travel-world | ai.augworlds | Travel World | Agent-native travel platform: read-only flight, hotel, and brand tools over MCP. OAuth sign-in. | 1.1.0 | streamable-http | https://travel.augworlds.ai/mcp | travel.augworlds.ai | false | auth_required | 401 | 1,379 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.auralogs/auralogs | ai.auralogs | Auralogs | Read-only access to Auralogs production logs: search logs, inspect errors, review AI analyses. | 0.1.0 | https://github.com/auralogs-ai/auralogs-mcp | streamable-http | https://mcp.auralogs.ai/mcp | mcp.auralogs.ai | true | up | 200 | 1,799 | 87 | 2025-03-26 | auralogs | 0.1.0 | true | false | false | 7 | true | 7 | false | list_projects;get_project;list_logs;search_logs;get_log;list_analyses;get_analysis | null | null |
2026-09-24T11:38:12Z | ai.auteng/docs | ai.auteng | AutEng MCP - Markdown Publishing & Document Share Links | Publish markdown documents as public share links with mermaid diagram support. Built by AutEng.ai | 1.1.0 | streamable-http | https://auteng.ai/mcp/docs | auteng.ai | false | up | 200 | 1,100 | 209 | 2025-06-18 | auteng-docs | 1.26.0 | true | true | true | 7 | true | 7 | false | auteng_publish_markdown;auteng_docs_create;auteng_docs_update;auteng_docs_list;auteng_docs_delete;auteng_docs_share;auteng_docs_recent | null | null | |
2026-09-24T11:38:12Z | ai.auteng/mcp | ai.auteng | AutEng MCP - Markdown Publishing & Document Share Links | Publish markdown documents as public share links with mermaid diagrams. Built by AutEng.ai | 1.0.1 | streamable-http | https://auteng.ai/mcp | auteng.ai | false | up | 200 | 1,380 | 545 | 2025-06-18 | auteng-docs | 1.26.0 | true | true | true | 7 | true | 7 | false | auteng_publish_markdown;auteng_docs_create;auteng_docs_update;auteng_docs_list;auteng_docs_delete;auteng_docs_share;auteng_docs_recent | null | null | |
2026-09-24T11:38:12Z | ai.authoryze/authoryze | ai.authoryze | Authoryze | Give your AI agent a spending limit: approval controls and single-use virtual cards. | 1.0.1 | https://github.com/kevinfee3/authoryze-mcp | streamable-http | https://authoryze.ai/api/mcp | authoryze.ai | true | auth_required | 401 | 1,040 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.autonomad/travel | ai.autonomad | AI travel agent — book flights, hotels, activities, and events worldwide via autonomad.ai. | 1.4.4 | https://github.com/Autonomad1/autonomad1 | streamable-http | https://mcp.autonomad.ai/mcp | mcp.autonomad.ai | false | up | 200 | 1,080 | 224 | 2025-06-18 | autonomad-travel | 1.4.0 | true | true | false | 7 | true | 7 | false | search_hotels;search_flights;search_dining;search_activities;search_events;create_booking_intent;get_capabilities | null | null | |
2026-09-24T11:38:12Z | ai.autoposting/autoposting | ai.autoposting | Autoposting | Schedule, generate and publish social posts to X, LinkedIn, Instagram, Threads and YouTube | 1.0.0 | streamable-http | https://app.autoposting.ai/mcp | app.autoposting.ai | false | up | 200 | 1,382 | 405 | 2025-03-26 | autoposting-mcp | 1.0.0 | true | false | false | null | null | null | null | null | null | null | |
2026-09-24T11:38:12Z | ai.autorfp/mcp | ai.autorfp | AutoRFP.ai | Search AutoRFP.ai projects, requirements, content library, and tags for Q&A and analytics. | 1.0.0 | https://github.com/AutoRFP/mcp | streamable-http | https://{api_host}/mcp | {api_host} | false | needs_config | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2026-09-24T11:38:12Z | ai.auxen/auxen | ai.auxen | Auxen | Provision private AI model endpoints on dedicated GPUs (Llama, Qwen, Mistral). Pay per minute. | 1.0.2 | https://github.com/auxen-ai/auxen-mcp | streamable-http | https://api.auxen.ai/mcp | api.auxen.ai | false | error | 404 | 1,047 | null | null | null | null | null | null | null | null | null | null | null | null | null | HTTP 404 on initialize |
End of preview. Expand in Data Studio
Pingroll: which MCP servers actually answer?
Need it fresh, filtered or via API? This free file is a snapshot (MCP server uptime checks up to the last refresh), last updated 2026-09-25.
- Capturewren on Apify ($0.003 per screenshot captured): screenshots any page with its text, as an API or an MCP tool for agents.
- Get an email when this dataset updates: free, double opt-in, unsubscribe any time.
Registries and directories tell you an MCP server exists. This dataset tells you whether it works: every public remote server in the official MCP Registry gets a real MCP handshake once a day (initialize → notifications/initialized → tools/list; no tool is ever called), and each result is recorded: up or down, how fast, which protocol version, how many tools and whether their schemas are valid. One file per day, so uptime history builds up.
First probe, 2026-09-24 11:38 UTC (see meta.json): 21,501 remote servers (latest version of each active registry entry; 20,750 streamable HTTP, 751 SSE):
| Result | Servers | Share |
|---|---|---|
| Up and open to anyone | 13,509 | 63% |
| Up, needs the user's key (HTTP 401/403) | 4,834 | 22% |
| Down (DNS gone, timeouts, TLS errors, 5xx) | 1,488 | 7% |
| Broken (404, 405, 402, non-MCP replies) | 1,456 | 7% |
Needs per-user config (URL has {placeholders}) |
214 | 1% |
Of the open servers, 13,265 returned a tool list; median handshake 1.2 s (p90 1.9 s) from one cloud location; 9,895 speak protocol 2025-06-18, 2,752 still 2025-03-26 and 530 the original 2024-11-05. Three bulk publishers account for 5,025 of the open servers (one host alone serves 2,365 near-identical servers); the other 8,484 open servers sit on 7,598 hosts. 1,129 servers that declare a required auth header in the registry answered without one.
Browse it: Pingroll uptime board (search, sort by speed or tool count).
Use it
from datasets import load_dataset
df = load_dataset("CyberMax-tools/pingroll-mcp-server-uptime", split="train").to_pandas()
latest = df[df.probed_at == df.probed_at.max()]
open_ok = latest[(latest.status == "up") & latest.tools_all_valid.fillna(False)]
print(open_ok.sort_values("latency_ms")[["name", "remote_url", "latency_ms", "tool_count"]].head(20))
# Uptime per server once several days exist
uptime = df.groupby("name").status.apply(lambda s: (s == "up").mean())
DuckDB: SELECT status, count(*) FROM 'hf://datasets/CyberMax-tools/pingroll-mcp-server-uptime/data/probes-*.parquet' GROUP BY 1.
Columns
probed_at (UTC), name (registry name), namespace, title, description (first 300 chars), version, repository_url, transport (streamable-http or sse), remote_url, host, declares_auth_header (the registry entry lists a required/secret header), status (up, auth_required, down, error, needs_config), http_status, latency_ms (initialize round trip incl. connection setup), tools_latency_ms, protocol_version, server_name, server_version, has_tools / has_resources / has_prompts (declared capabilities), tool_count, tools_all_valid (every tool has a name and an object inputSchema), tools_described (tools with a description of 20+ characters), has_more_tools (tool list is paginated; count is the first page), tool_names (first 100, ;-separated), tools_error, error.
Method and limits
One probe per server per day from a single cloud location, 10 s timeout, declared User-Agent; three small requests per server. SSE servers are checked for reachability only (the endpoint event), so their tool columns are empty. One day's result can be a blip; use the daily files for uptime. Latency depends on where the server runs relative to the prober. Servers in the probing organisation's own namespace are not included. Only the first remote listed for a server is probed.
Licence
Probe results compiled by CyberMax, released under CC0 1.0. Registry metadata comes from the public MCP Registry API. Not affiliated with the MCP project or any listed server.
Also from CyberMax
- Toolroll: MCP Registry snapshot: every server's metadata (packages, remotes, secrets needed), weekly.
- Data tools for AI agents that pass this check daily (SEC insider trades, domain intel, hiring signals, screenshots, Google Trends), callable over MCP via Apify, pay per result: https://apify.com/cybermax
More free from CyberMax
- All free CyberMax demos & datasets
- Pingroll: MCP Server Uptime Board
- Toolroll: Official MCP Registry Snapshot (every MCP server, weekly)
Quickstart notebook
Load this dataset with pandas and see real outputs in the quickstart notebook.
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